{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Car Dataset Multiclass Classification\n",
    "Here we can see MWEM shine on a Multiclass classification problem when the data is purely categorical. The synthetic data performs quite comparably to the original dataset, and way outperforms random guessing.\n",
    "\n",
    "We can also note that the striking overlap between the synthetic data and the real data in the TSNE plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import ComplementNB\n",
    "from sklearn.linear_model import RidgeClassifier\n",
    "\n",
    "import utils\n",
    "\n",
    "from snsynth.mwem import MWEMSynthesizer\n",
    "\n",
    "from load_data import load_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Memory consumed by car:96896\n"
     ]
    }
   ],
   "source": [
    "datasets = load_data(['car'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "synth = MWEMSynthesizer(3.0, 400,  40, 20, split_factor=7, max_bin_count=400)\n",
    "synth.fit(datasets['car']['data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_size = len(datasets['car']['data'])\n",
    "synthetic = synth.sample(int(sample_size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Trained on Real Data\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.29      0.11      0.16        83\n",
      "           1       0.00      0.00      0.00        11\n",
      "           2       0.71      0.95      0.81       235\n",
      "           3       0.00      0.00      0.00        17\n",
      "\n",
      "    accuracy                           0.67       346\n",
      "   macro avg       0.25      0.27      0.24       346\n",
      "weighted avg       0.55      0.67      0.59       346\n",
      "\n",
      "Accuracy real: 0.6734104046242775\n",
      "\n",
      "Trained on Synthetic Data\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.26      0.14      0.18        83\n",
      "           1       0.00      0.00      0.00        11\n",
      "           2       0.68      0.74      0.71       235\n",
      "           3       0.00      0.00      0.00        17\n",
      "\n",
      "    accuracy                           0.54       346\n",
      "   macro avg       0.23      0.22      0.22       346\n",
      "weighted avg       0.52      0.54      0.53       346\n",
      "\n",
      "Accuracy synthetic: 0.5404624277456648\n",
      "\n",
      "Random Guessing\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.23      0.20      0.22        74\n",
      "           1       0.20      0.26      0.23        72\n",
      "           2       0.35      0.25      0.29       135\n",
      "           3       0.20      0.28      0.23        65\n",
      "\n",
      "    accuracy                           0.25       346\n",
      "   macro avg       0.25      0.25      0.24       346\n",
      "weighted avg       0.27      0.25      0.25       346\n",
      "\n",
      "Accuracy guessing: 0.24855491329479767\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/joshuaallen/opt/anaconda3/envs/synth/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/Users/joshuaallen/opt/anaconda3/envs/synth/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/Users/joshuaallen/opt/anaconda3/envs/synth/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            buying        maint        doors      persons     lug_boot  \\\n",
      "count  1728.000000  1728.000000  1728.000000  1728.000000  1728.000000   \n",
      "mean      1.500000     1.500000     1.500000     1.000000     1.000000   \n",
      "std       1.118358     1.118358     1.118358     0.816733     0.816733   \n",
      "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
      "25%       0.750000     0.750000     0.750000     0.000000     0.000000   \n",
      "50%       1.500000     1.500000     1.500000     1.000000     1.000000   \n",
      "75%       2.250000     2.250000     2.250000     2.000000     2.000000   \n",
      "max       3.000000     3.000000     3.000000     2.000000     2.000000   \n",
      "\n",
      "            safety        class  \n",
      "count  1728.000000  1728.000000  \n",
      "mean      1.000000     1.553241  \n",
      "std       0.816733     0.875948  \n",
      "min       0.000000     0.000000  \n",
      "25%       0.000000     1.000000  \n",
      "50%       1.000000     2.000000  \n",
      "75%       2.000000     2.000000  \n",
      "max       2.000000     3.000000  \n",
      "            buying       maint        doors      persons     lug_boot  \\\n",
      "count  1728.000000  1728.00000  1728.000000  1728.000000  1728.000000   \n",
      "mean      1.490741     1.43750     1.520833     1.012731     0.992477   \n",
      "std       1.114169     1.12796     1.088246     0.834172     0.816344   \n",
      "min       0.000000     0.00000     0.000000     0.000000     0.000000   \n",
      "25%       0.750000     0.00000     1.000000     0.000000     0.000000   \n",
      "50%       1.000000     1.00000     2.000000     1.000000     1.000000   \n",
      "75%       2.000000     2.00000     2.000000     2.000000     2.000000   \n",
      "max       3.000000     3.00000     3.000000     2.000000     2.000000   \n",
      "\n",
      "            safety        class  \n",
      "count  1728.000000  1728.000000  \n",
      "mean      1.014468     1.542824  \n",
      "std       0.824016     1.065007  \n",
      "min       0.000000     0.000000  \n",
      "25%       0.000000     1.000000  \n",
      "50%       1.000000     2.000000  \n",
      "75%       2.000000     2.000000  \n",
      "max       2.000000     3.000000  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(RidgeClassifier(), RidgeClassifier())"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.test_real_vs_synthetic_data(datasets['car']['data'], synthetic, RidgeClassifier, tsne=True, box=True, describe=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
